Prepare Data for SVD Analysis

Creating folder svd_plots/columns-pressure-months-6_7_8

Creating svd file for columns-pressure-months-6_7_8

SVD

Loading svd file for columns-pressure-months-6_7_8

Precision of SVD Resconstrucion

Full Reconstruction & Lower Rank Reconstruction

Diff: 4.5385668385090205e-12
Diff reconstruction: 0.11828095672327571

Average SVD Error

Dates to Concept - SVD_U

Towns to Concept - SVD_V

Singular Vector - SVD_S

'522220.1708808545; 159.7838917574638; 122.3159426628302; 74.06322138965591; 60.33336707851286; 55.13978778549418; 50.52833737692661; 45.735193949895; 25.13894884952425; 21.223337826716193; 9.133063608198646e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 5.1816523338280175e-11; 3.445883524767413e-11'

SVD Maps

Ploting map for k = 0

Ploting map for k = 1

Ploting map for k = 2

Ploting map for k = 3

Ploting map for k = 4

Export to HTML

[NbConvertApp] Converting notebook svd.ipynb to HTML
[NbConvertApp] Writing 5904922 bytes to output/columns-pressure-months-6_7_8_svd.html
[NbConvertApp] Converting notebook svd.ipynb to pdf
/home/HDD/00-Development/016-Diplomski/venv/lib/python3.9/site-packages/nbconvert/filters/datatypefilter.py:41: UserWarning: Your element with mimetype(s) dict_keys(['text/html']) is not able to be represented.
  warn(
[NbConvertApp] Support files will be in columns-pressure-months-6_7_8_svd_files/
[NbConvertApp] Making directory ./columns-pressure-months-6_7_8_svd_files
[NbConvertApp] Making directory ./columns-pressure-months-6_7_8_svd_files
[NbConvertApp] Making directory ./columns-pressure-months-6_7_8_svd_files
[NbConvertApp] Making directory ./columns-pressure-months-6_7_8_svd_files
[NbConvertApp] Making directory ./columns-pressure-months-6_7_8_svd_files
[NbConvertApp] Making directory ./columns-pressure-months-6_7_8_svd_files
[NbConvertApp] Making directory ./columns-pressure-months-6_7_8_svd_files
[NbConvertApp] Making directory ./columns-pressure-months-6_7_8_svd_files
[NbConvertApp] Making directory ./columns-pressure-months-6_7_8_svd_files
[NbConvertApp] Making directory ./columns-pressure-months-6_7_8_svd_files
[NbConvertApp] Making directory ./columns-pressure-months-6_7_8_svd_files
[NbConvertApp] Writing 64952 bytes to notebook.tex
[NbConvertApp] Building PDF
[NbConvertApp] Running xelatex 3 times: ['xelatex', 'notebook.tex', '-quiet']
[NbConvertApp] Running bibtex 1 time: ['bibtex', 'notebook']
[NbConvertApp] WARNING | bibtex had problems, most likely because there were no citations
[NbConvertApp] PDF successfully created
[NbConvertApp] Writing 6908882 bytes to output/columns-pressure-months-6_7_8_svd.pdf